Blender cycles CUDA out of memory error in archviz scene
I'm guessing the rug is causing the problem, due to the number of hair particles. If that is the cause, try changing the particle settings or use geometry instead of the hair strands as strand. 

Or invest in a better graphics cards, Gtx 1060 with 6 gig of memory works great for my projects.